Pith Number

pith:5QFDM4HM

pith:2024:5QFDM4HMAXE7R43OVHUFAY67OY

not attested not anchored not stored refs pending

LoRA Learns Less and Forgets Less

Cody Blakeney, Connor Jennings, Dan Biderman, Daniel King, Jacob Portes, John P. Cunningham, Jonathan Frankle, Jose Javier Gonzalez Ortiz, Mansheej Paul, Philip Greengard, Sam Havens, Vitaliy Chiley

arxiv:2405.09673 v2 · 2024-05-15 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5QFDM4HMAXE7R43OVHUFAY67OY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

20 papers in Pith

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention

CLaaS: Continual learning as a service for sample efficient online learning

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

Mask the Target: A Plug-and-Play Regularizer Against LoRA Forgetting

Little by Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts

Receipt and verification

First computed	2026-07-05T09:09:59.531057Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec0a3670ec05c9f8f36ea9e85063df7605a8f22f99d7ab28eee8a69e15a1f8f0

Aliases

arxiv: 2405.09673 · arxiv_version: 2405.09673v2 · doi: 10.48550/arxiv.2405.09673 · pith_short_12: 5QFDM4HMAXE7 · pith_short_16: 5QFDM4HMAXE7R43O · pith_short_8: 5QFDM4HM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5QFDM4HMAXE7R43OVHUFAY67OY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ec0a3670ec05c9f8f36ea9e85063df7605a8f22f99d7ab28eee8a69e15a1f8f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5655e5317910113229ef061691dd1f99a0b3a9f0381965916ae9ebdfb7d7aea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-15T19:27:45Z",
    "title_canon_sha256": "d1388b4309332395b7a91fcb8d1b7ea0bb96cb2d9a7658245f8df82a940ea76b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09673",
    "kind": "arxiv",
    "version": 2
  }
}